{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day25 进阶绘图类型——饼图\n",
    "\n",
    "　　在过往的日程中，我们对折线图、散点图、柱状图以及区域填充图等经典的图表类型进行了详细学习，今天我们则来学习`matplotlib`中饼图的绘制方法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.194655Z",
     "iopub.status.busy": "2020-11-16T10:06:59.194655Z",
     "iopub.status.idle": "2020-11-16T10:06:59.385145Z",
     "shell.execute_reply": "2020-11-16T10:06:59.385145Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.194655Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matplotlib版本： 3.3.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib;print('matplotlib版本：', matplotlib.__version__)\n",
    "import matplotlib.pyplot as plt # 从matplotlib中导入我们最经常使用的pyplot子模\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设定默认字体为SimHei以解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决图像负号'-'不正常显示的问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　在`matplotlib`中绘制饼图需要使用到`pie()`方法，其接收的最基础的参数为`x`，用于表示饼图中每个扇区的对应数值；参数`labels`，用于表示每个扇区对应的文字标签内容；以及参数`colors`，对应每个扇区的色彩（默认的色彩比较丑，所以最好自己设置）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.387140Z",
     "iopub.status.busy": "2020-11-16T10:06:59.387140Z",
     "iopub.status.idle": "2020-11-16T10:06:59.506819Z",
     "shell.execute_reply": "2020-11-16T10:06:59.506819Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.387140Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from palettable.colorbrewer.diverging import Spectral_5\n",
    "\n",
    "values = [35, 30, 20, 10, 5]\n",
    "labels = ['Python', 'Java', 'JavaScript', 'C#', 'Php']\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　使用`explode`参数可以为每个扇区指定其相对中心点，向外方向位移的比例半径；设置参数`shadow=True`则可以为饼图添加阴影效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.507817Z",
     "iopub.status.busy": "2020-11-16T10:06:59.507817Z",
     "iopub.status.idle": "2020-11-16T10:06:59.600567Z",
     "shell.execute_reply": "2020-11-16T10:06:59.600567Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.507817Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　若想要为饼图添加上对应数值标注，则可以使用`autopct`参数传入lambda函数来对参数`x`传入的序列进行自定义格式化处理，而使用参数`pctdistance`则可以设置数值标签距离圆心的比例半径距离："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.601564Z",
     "iopub.status.busy": "2020-11-16T10:06:59.601564Z",
     "iopub.status.idle": "2020-11-16T10:06:59.701299Z",
     "shell.execute_reply": "2020-11-16T10:06:59.701299Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.601564Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　针对外围的`labels`参数对应的标签，我们可以使用`labeldistance`来设定其相对圆心的比例半径距离，而利用参数`textprops`则可以以键值对的形式传入控制扇区所有标签的相关参数，设置参数`rotatelabels=True`则可以指定文字标签基于扇区的角度进行旋转："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.702296Z",
     "iopub.status.busy": "2020-11-16T10:06:59.702296Z",
     "iopub.status.idle": "2020-11-16T10:06:59.816991Z",
     "shell.execute_reply": "2020-11-16T10:06:59.815994Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.702296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       labeldistance=1.5, textprops={'fontsize': 20, 'color': 'red'},\n",
    "       rotatelabels=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　若只想单独设置`labels`或数值标签，则可以像下面这样取出`pie()`对应位置的返回值（第一个返回值为扇区面对象列表，第二个返回值为文字标签，第三个返回值为数字标签）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.817986Z",
     "iopub.status.busy": "2020-11-16T10:06:59.816991Z",
     "iopub.status.idle": "2020-11-16T10:06:59.932680Z",
     "shell.execute_reply": "2020-11-16T10:06:59.932680Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.817986Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "_, output_labels, __ = \\\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       labeldistance=1.5, rotatelabels=True)\n",
    "\n",
    "for color, label in zip(Spectral_5.hex_colors, output_labels):\n",
    "    label.set_color(color)\n",
    "    label.set_fontsize(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:06:59.934674Z",
     "iopub.status.busy": "2020-11-16T10:06:59.934674Z",
     "iopub.status.idle": "2020-11-16T10:07:00.070347Z",
     "shell.execute_reply": "2020-11-16T10:07:00.070347Z",
     "shell.execute_reply.started": "2020-11-16T10:06:59.934674Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "_, _, value_labels = \\\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       labeldistance=1.5, rotatelabels=True)\n",
    "\n",
    "for label in value_labels:\n",
    "    label.set_color('white')\n",
    "    label.set_fontsize(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而通过调节参数`startangle`，则可以调整扇形图的开始角度："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:07:00.072306Z",
     "iopub.status.busy": "2020-11-16T10:07:00.072306Z",
     "iopub.status.idle": "2020-11-16T10:07:00.172074Z",
     "shell.execute_reply": "2020-11-16T10:07:00.172074Z",
     "shell.execute_reply.started": "2020-11-16T10:07:00.072306Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       startangle=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而针对饼图中的各个扇区，也可以通过参数`wedgeprops`以键值对的方式进行常用属性的设置，其中`width`则可以设置扇区的显示宽度比例，从而实现环形图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:07:00.174034Z",
     "iopub.status.busy": "2020-11-16T10:07:00.173036Z",
     "iopub.status.idle": "2020-11-16T10:07:00.333607Z",
     "shell.execute_reply": "2020-11-16T10:07:00.333607Z",
     "shell.execute_reply.started": "2020-11-16T10:07:00.174034Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TMo7lhtKJdKn0pOJYTiBaFpFnXvlhq9+Q2kGhktBVAB4gopG9boTPYcUXyg+AcnxMAX47QFGmrHfd41VQ9kiOaO/quxOX0r0vlagnolM+aDxzV5He3XqXsedh/W8/V7X5bzeXb/7bzeXZHRv3OrNpnvdAZNNfvl6x4+k/lgBAYtWCwMa7v1rhdDaJ5NqFBqnGHlt+CCzUZMeyV5Xtb79W2dbUcUhTmEgICQCu45nJjmR1Mp6qzqasyg9delry/267tuGoCcPKK/qVTxGKuI+IrjiIyLhPnvGn3vuAiFQD+JlKdFGVUMrPCwadC81gSvgfdQBAg+fqf0slj0GucMMre/57dMTkjwA4jYiMPbcwZndu0CIjJmWqPvSpxL6On9m6Rss0rtbrP/WzltbXHw4n1y/WUxuWGBVTL0mkt6zS4XkkVO39T5KeajVtVJx4i8ohTw4c3r8Xp90fDAPEnlQdzw5LKdWqgVXJr/7u/zY99ofZlfOfenN42462G62MXQXAz4vsg/hCuReISDeJ7jFAZ9QqSslVoXDqpEDAb50KgBkkCSozd7dXvRxADEQCewhlZutqLbnubTOzdY2uRiu8frO+1EHK+52/dMN7evjoEzJEhNDg8VZy7cIAiMCuTZktK/XyKefvEV1msPQCyQ3vmuxkUVFb7R5stHt/ICJWdS3jeZ7m2m6QpVRUTdUv/r8LWodPGJb+95+e6D/rMx854pZqigVfKPdgjK6LENEjBtFJAxQl8uVISfIoTcvk265CwQNUlznqMA44mmzWDncil09u0SLlcsfTfyxJrn3LiIyY/L41T+lkKVBa4wGAMILSTXWK6OiTMy2v/CMSHj4x2/TCvSXh4ROzJeNOy7030jNYumq6YYUCN4sTz5iYlwBKLthDnut4ASkdVUpWx500pn3cSWM2aIZ2xcMbHqgDcPPFQ68YwMxr8mGjz/7jC+VuTDdNtUpRLhqhalWbXDfylUhJfLC2r/4uPgeKUTPYEWou/1wv6+fabdtVAO/7OwstwNLJ5YlLOyPAEqFBY229tLo907ha99KdbnrzMn2XULL0DKdtm+rGW6CpxJPOPiFvFzciITWd0q7jGa7tBBEOtGm6tsutPuWZvz3/nKIpYSL6DYC/+N0iCx8/mNPFiYahAbjszIB59Rci0RE/iZW2+iJ5aNj+7ztKs9vXqyw9JNcuDBjVg/4nDzVQO8zJNK40AMDauVHVSio9AEhvWm6YdaNtkIL/VgJigKWa2rRcYSeDgcP7O6qabx8gV3BD0dRsJpkts7N2EACklKRqSm1NXfVgPaB/GcD3KF8Vlnx6jC+UAIio+i3bvvtEXb/yBN04QQNlQl0RTZ+DQw3FtkRHTtkYqB3+n22E5VMvTmx/4relm+7+amWg33A7UDvM2T7nNyW7Py9YN9q2mjZrO575U7TtzdmR6JhTMiwlSDNYDZfK7LY1ulFZlwvWSM8AAL28HxsB3TvhjIkFs1TStRWSsmkrluxIVqU601XTLjo1+YmbLt/eb3DtwGAkeCmA3xJRSXfH8skfR3wrCCIqBXBXlRAnnaAbkW9GY3EiHNl/lA/AZWgMiPWOk/pOvN1s9LzH91G49+MAzgfQUDbpvBEHsoVROhaSa94KBGqHOXpZ7T6DR+xaEUhXd9p3CPWdP8uv/+HLrYpaeMWNXNsxkcvBzJihQHvj+m245wf3Ddi6fnt7vC3+DoAvHa72Ez77xxHtUQ7TtBqT6NEKIU4apenR/4tEfZHsIWM1zXq2suZx5EqE7Y01ADZij7XH/UFoBqKjT85+kEgCuexJIYjra2nzrE9/JFGIIgkAqq5mALBjO6F0MlPeb3CNcv3t120aPmFotKym7EQi+ikRHdHfyULliH1TRul6rNnzHg4RHT9M1cq+Fo3Gw0L4ItlDiAgi1wZir3+z+KoFbwBY4ibbQ8l1b1fabdsPjXqxVEgIt/Pdl2S1skU5+vj9rxR0+MitWwohXNd2g9l0tjQYCYb+7/brNk+dORk/n/OjxEPr7y9MlT/COSKFcoKuB7d73oMq0dh6RQ3cEC1pKxOKvybZAxSCaxJ1Boj2mSy+O06ibVjnsnlDM40rD03Agki6yXar/d256sLHnuwnvcJ/GxVVsRVVsVzbM62sHSUgeuWNl22vH1l3LICfPrzhAY2IyvJtp89/OeKEcrppalnmGwiY2F9Rgl+NlLTXKL5I9hQCWADeGtfRP9nafCoRfWtv46IjJpcDiBEd4s+YlEpy3TshaadFeW2Zp+n5jnb3DKEIV9WUjHQ9XQix+w6iU/5x20NziOhRIhqVNwN93kff+FT1EtNNUwC4aHrAHFGvqGqVUDoGaeph2+ZWTKSZxVbPLQUwaB9DPgLgNJAwwIfoOsRSYekZqc3vBdjO0MDh/ftUuTsSQqq6yFhZO0KCPD2gZzzXQ6ItMaGiXzlatrX+noiuO5Ttcn16xhHlUTrMk6uFMmOWGfzwVCOQGqFrfeqLVQhIhmKBQx5zb3cj3G9YugE30apZLY0k4OLUC04u6IZnHwBl01YsFU+XZ9PZ8k9958qt408ei4p+5SOI6Pe+Z5l/jhihJKKhb1rWDyZo+pkREs6RWCKtN5CAcBmGx9C6H32ojfH01KalOjtZVA+scsIl4Xxb9D5atrX2/PvFTNlUtsyxnJCdtcuu+u7H9xTLYYfQVJ9uOCKEkoiiBPymUlEmvufYJb5IFgHS0wBQestKATfDE04Zd1C7qDqaO8WPPvWzcgBwHRe3feHXZT/8xE8qXnrklX3W0dzbuAd/9Ujkl1/4VRkzY8VbK3vudRNB1dWM50rjfWI5dSzKasqOBnAHEZUfzDn6HDhFL5QnBwL9I0QPlQtxwghVU68KR3oUrfUpbFh6BqQkvbSGNRU47aJTDnjanexM0p+/c0/MztoEAM8+8EKofmSd8+2/3tiy9LVlgUwys9fiensbF29LiAFD+zsb39ukldeWd1dh6X0QkdxTLD/57Su2Dhs/RKsdVFMHIHKg5+hzcBS1UE43zdA6x/mNApo8QFGj10eiccOvnXpYMarql/Sbdf2b0THTendbIXsasyeC5ZXOiWccn4mWRQ84B1YIget++tn2QDBXCHjN4rXGCacfnwGAoWOH2OuXb9zrMsPexjEzPE/S6sVr9VEnjDiQ7o+7iaUb8jxZ8unvfWLLD//1be+h9fePPtBz9Dk4ilYop5um0uC6NyeZp1Uowvx8JNJZ6acB9RplQniTdGMTgFc/aByRYFJUpt6sDclSIQCKqnrjR4e2Tzn7xIMS4WAkyKFo8D9Ca2VtKqsu8wDADAU43hrfq/F7G9d/aD+3bUebQkS49aqflzeu27rfmSU5sVQynpurPhQtj3JJRYkH4OaHNzxwLBH5gnmYKVqhzDLP3OF5l5cLEb7YDCVHa7of4e5FBqiq+8NY2RJmvm8fQ54E8BKAeK+/OEsFbtZOrnrdPunEcm3ImMG9+t4apiFtKzcNz2YskpL3Og3Z27izP3FGavLZJ6b1gM7HTBufXfLK0gPKDiASUtGULEAM/k+ZJO2hXz/6D1VX/0FE5x/QyfkcEEUplNNNc1yAaPLHgiHnZCNgf8Q0C6aaTF+HAFYAVxA+MP80vmpBK4AOq3nLyKa5fx2TXLeo99KJSLiphhVof+sJ7em/PhXrteN2UX/0QGf122t0AGhcu1Wr7F++13Pd17h0Ii0CIUOqmnpQpSaFEB4ASifTZSyZpJSiakClUtmvYqBQxM1EdMIBH9xnvyg6oZxumiUAzhmkqCdeEYqEr4tE48Jfl+w1FIIbIIpLRuZt2yohoroPGi9dO+J0toS99N6nr/sPE4g4seFdUzoZte6oAb0+Uzj53CmZOXc9Fbnvx3+Pbt+0Qx02fpizfMF7+rMPvBDsbty2jduVuqMHOkPHDnFeeviV0IjjjjrovefSYy3enuiX6kxVTT13SuKU86cmKvqV1wH4CRFVH+zxfbqn6MqsGUSDR2naV79fUnZupSL8AgOHAB2UWuU6zo0dbZUfUGZtMoCLszs2TGDm4yqmXiRLxk0/aM+epad7mYTW+K9bIjK+A9//+zebqgdW9/rac9vOdrH67TX6uKljrd3XLw903MHBcB3PBEHqupYKhALNd95094Alry6zOpo7XgDwWWb2d5gdQorKoyQiRQI/2+nJK1e7drD7Z/jsL/9Rgu4vsMMBDAZR726T9Rwz07A8IO00yqpKvEMhkgBQVl0qJ599YrY78evpuIODoGpKhiUrjuOaVsYuveIbl26rHVQdNcPmZADXHrrX9gGKSCinm2aZBnwmRHRKf1UxJmh6AZfb6rt4DC3FXGYzDv82GJYKwGp683sanCyPnDjiCGrVQVA1NSNdqbu2EwoEA+bHvnbJ1vKa0n56QD+LiPaZGO9z8BSFUE43TTUu5Wd0ou+XCaXkqlAk4deWLEKka7CT5cz29QTXomkXnnJEtRAmIlY0Jes6XmDz6oaKYDTUf9bHT1+3YeM/NjO/dARdNA4/3U6LiOh7AD4KoBmAA+BKZt62l3ETAICZl+z2vHnMPK+3jP0ApjW47kfDRNETDMOZoPupQMUIS6l76aTQIzHP1JI8cHj/I25djgjem88t1F/450uRcNh0Rg+pra+tKuUf//jvP7zpptOyAG7xuzr2Pj31KH/EzKcAuAfAF/cxZkLX7bAy3TQrd3jex7LMw8uFIq4IhvpqBZmiRBjBVrN2WLMWqz44UctNuxXFDItoTY199ifPSPaSiX2GVGdK3P+Tf1Y+dc+zRuvWFpTomnv33d/Y3NGRFI8++soXTNO4BMB5+bazGNnfqXcpgBuJ6DIAIKLvEtGlRPRjADd2/duLu43/MBG9TERLiKiGiAwi+kfXYw8QkU5E3yOiH+0+rqfGTDdNAnD2Ts87NSaEOtMMpsv93Te9jmRGi+eJ5batvW1b+1U1SI9VN5RNOnd9sG70wXn57GkESEXXrROOLUmPmTL6iJpqrl2yzvzdN/5UtfS1ZWqqI0HXXTsrM2fOrR2qqpjBoKF/4xuX7RwwoKI/EX2FiKrybW+x0dOI5LeI6LMAtiDnNf4QwD8AnAngp8z8TyJaDQDMfO9uzxvGzKcS0Q0ApgMoA7CcmS8jou8CuGof4/7eQ7tGAxh7gRnsCBBVnO0nlvcKqx1HfdO2jCbPU5qlpzR7UtjM7II9BcTfKYk1hgW996VIyTtf62j71z4O0wqgHcB+FYb4AITbsd017J3xs66bSoXaQKy3kVJi7oPzQq88/lqksyVOZSUh/u3dN2QmnTiyU0qptLXF+wUCeuq886Y2Pfvswmg8nh64c2f7V5BzXHx6iZ4K5Y+Y+f5dvxBRhIimISd62Q943q7tbU0AdACjADza9dibAM5C7su057humW6aGoAzNOCoC4Oh8hIh/Cn3fsLMaPQ85V3H1o9WNWeoqlmtUja9ms2qc7LpOpfhOGDPZUhByGhAp0FE96WT7wH4+9xM5smv7uPY8VULnoyOmFwu7cwYu22bqcWqSDEjB7x2RiTszhWvR5zNC0tfr5tunXLe1CPioshSao2rtgR0Bp88ZQz/+jdfjJdEQxkgtydcCJKO4waSyUzs5puv3LFo0eoh7e3Js4jo38y8IN/2FwsHmuP2TwB/AfCJ3R7LACgHAKL/bIXZU7zeAzAJwAtd9+8B6LeXcd0yN5NxhmmavDoUrikR4tA0ripCbGYstm19mWPryx1bb/Ekssz2AFVZW6UoC9LMZkLKiogQlkkku25plWgngNcBmABaACztyetZrdvGN7/8j/HsOQeecM4smNlObl6pB9ysHHH8UUVfKi8VT+lSSiOcdXDb9z/JWxqbncmTRnUquW2N/0HT1KxlOSHbdsyqqlj66qvPbv3lLx+s2bRpxw1E9FFm9tPkeoEDFcqHAdwA4LXdHnsewINEdDmAb+7jeXcBuJeIXkFuGn8rgJsOxICwEEdL4KtzMpnSKUagU/e3KXbL7HTafCabMVul52WY7SxzUgLxEFFDp5RLw7kvYTgiREdEiO3IXfwyABIANs/NZPY1zf4foiMm99obwtI1Mg3vRb1MnKAyVQ2o6q3pfMFhZSw88ZenyxrXblVDmipv+vpH3aqqUru+rnqfwStVVSzHcQPpdLbk6qvPbnrqqTdKLMup3r69tT9yvdV9DpJuhZKZv7f7710lnu4BcOvuaQjM3AbgQ7sNfWW3f7t3t8cv2+MlvrePcftkumlGCfhBlERkpKZ5vkjuG2YGEcFlOMsdO7PedUpVonSZEPF6IRrDRPcKoufmZjIt001zDIChANp2u7XPzWQ+aHllX1wJ4HwSwmQpkd25UaP3XmVSVA4NmWAL3ezZNJxZQHpGatMyHU6Whx07tGg9pMZ1jfojv/136db12yibSOMLXzw/fdwxwzOqqnzghUFRhOt5UnMcz3BdL/LrX//flpqasng4bO48XLYXO/vtUTLzewDyVrVkumkObPe8mxj4cKkQgfPNYHu+bClUJDPesm39uWzGPE7XO0qEWPOylbXbWCpDVHVVqRDriagNwGYAi+ZmMi0AMDeTWQ5geW/bw67lJNe+jdS6t1WAIIzQWqNygCaMULR1/iPV1s5Nmhqt8PSyfq5e3s/Ty/u7WrTSIyFySebSE5nG1QJuFiefe1LRJZkzS7w2e0H0xQfnhTqbOzigabjzzq+0n376xB5H9jVNsWzbNS3LMYcMqY0LISoAfBbAHYfM8COIPtWutisdaMZ2zzs1SsKYFghk/XSg97PGcdT7U8nwWtdBnDn9hpXdeYxhrAeQDBBtCSjKGgDrAGw8QE9xv1CC0TiAZWAWLD0XYNG+8Mk3hKZbAJDesuJc9tx+tGO9QoqmkqIZpKpBYYRE5OgTM6XHfFjLbl+neOlOmEGdR524/1XDC5lUPE2P/O7xslULV+uJ9jjGjxvKf/rTV9urq0r36zyJSGqaktU0xRZdu9Li8dTlxx03oHrduq3PMPPLh+YMjgz6lFACGNwh5ZQU84ABiqKeY5pFv6jfU9qlR/9IpcKvW5YeZ2lnmXeGiP5Vpii/AxBCLptg1dxM5nCu7yW0SHlEi5THAUjkgnglXbaMACDM/kcvk1ZmmWelNGmlo9LJlHHargBawplQyc5Q/2GDvHTcEAIyGAmx6M1K6QXAu6++G1n/zlrVSWVw3bXnOl/5ysWdqqIcUM6pEMKzbTdg246u65r96KOvljqOexWAwUT0KvOharBe/PQZoezyJqdt97ypYRLiFMPIlgnfmwSAdY6j/jzRWdLsSS/JMlMqxHtHadrt87PZh/NoViOA55D7jCkAvPiqBfcCQHTE5BByQbxSEkpIMcNhxQyHusZuB7DIyyYd4VnDkovnhJNb17Ii4A4YOjjteR4URdE8L/fWK0pfFE5GNm0FpOuJs6aORY0r5Uc+Mjk7dEi/OBEOevthMpmJGYabufjiaYl77nm6orm5Y0w6bc1ALuDqcwD0mXqU001zMIBrm1zvzJgQQ2+MliT8aXeu7Fmj62avb2+NusDOelWdHRXiBQAL52Yyvd+GoZeIjpg8ELmdXtVdtxoAsa7bBgBCU+W5usq10YCzNt3W3BqKhporastSY6aMHpRsT05aNv+9/qecd1J6/CnjrL7iabZsa1Hn3P106bCxQ2QlS/dzV5+jGIaWNnS115ZBHMc1hCAZDgfbH3nkFfG9790b2bRpxysAPup7lQdGXxLKTwI480OGWTPNMI6iIzzSvdKx1TpF896ws80vWdnlGeZtBjCPiF6am8n0yeT76IjJEQCDAWwcXG3ZnqQfCuIBqoJOIfC+CO6ad9aezZIHh2LhYE1dtTj1gqnpsVNGF7RgvvPyu6En73km0rajjSOmIf/wxy9nJh4/Ii0E9ap4MbOwbdcMBPRkMBjYec45Nw55661VW1Op7FeZ+ZnefK0jhT4hlNNNUwVwBYCP3RiJDYwIKunJ8zqkpBWOrY/QNKe3pulJKYkBRPJUxo2Z8Uw2E/h7OhVUgWW1ivIKEa0A8OTcTGZHPmw6FBw/41gCMBDAOADzkNv+OhbARwCUSikbmrY0D2zb0Xacoqll4ZJQqHZwDU274OTUqBNH2oUkmNmMhSfueqr8nZff1RNtcR5UV+3de++NrfX1h6boMAA4jhsgIi8cNjv+/e/X6Tvf+Ut048YdrwG4mJmLNg/1UNEnhBIABqjq1wcoygU3R2ODezLlbvI8cWNHe9lkw8jOzWbN35WWtX6qraWiRsnlpH01UtJ5lKbttaLN7xPxyJu2ZYzUNOfGaKxzbjYTuCeVDP8sVtq2xLb1GQEzm4/cTZsZ9ySTkXlWRtkp5XaL+faTDOPfGlHj3Eymb7yRB8HxM45VkNvoMAJALYBmKeWWnQ1Ng9p2th+ramppOBYKXXL9hZnxU8cWRNGMxvVb1Yd//Vj5tg3bRTaRxsWXnGrf+qPPdHSXG3mw7PIqDUNLRSLBneec881Bb765cnsymfk0M88/lK9djPQJoTzeMNQ1jvNmiRBHXxuOWKcFzG6/BAusrG6S4Am67twW74zGhJBxlvSlSMkHRsqX27b2u2Qi+vvSsta/pJLhUZpmv5TNmlOMQDbLkhyAZprBw77PuENK+lUiHnvPsUWT522wgeuZ+bnDbUe+OX7GseUATgVwLIA65ARzp+d5jTsbmoYk2hPDLvz8eUtPOP34yYFgILIr4T4fpOIpuuP631Z2NncIFYSf/fwa64zTJ3b29lR7X3R5lTIcNtvfemuVa1nOirPP/saFh+O1i42CF8rppjmq0XVnbPO8bw1TtdgdpWVtxn588BdZlv6nVCJyqhHIPpZJh2IkvGpF8b5fEutQ93Kc+1LJkA7wpaFwerlta69Y2UCcpThGM6wljqV/PBRO1irqYV0Q3+y6ym2JztIG13WTzNv7KcotaxznnsNpQ6Fx/IxjKwFMQ66aVR1ywaAl6KobYIZNbcrZJ5zy8mOvH3f65TOSg0bWH7Yiv1JKkp5UMx1JffuCFYFkW0J87ppZqZrq0sOaLL+7V1lWFtmp5GZTnwWmLT6cdhQDBZ0eNN00BYAzUszXRkiETjYMa39EkpnxvJUxFRCOUjXn96XlLVWKIn8c7yh51coae/NMs8w0QFU9AAgJku1SijMCZubOVCJyihHI3pGIl5xiBLIfOUxeJQM0J5OObnBdy2VeN0RVv7TUto/45OFFLy5uBvDQ8TOOfQU5wawCsB7ARACUSWacu79/X8rO2unG9Vuj084/OTvtolPSh3rtcvXiNWYqng7Z8bT7f5fNIPPoOhkMBuKqIg571X0ikooiHE1TLfHfYhqXEtFWZva3N+4HhbPivXdGuMyD41JWBIm0GYH9qzdJRPhmNNY5RtPsFumJqq61zXpFdRs8b68XCZOIrS4vO80sJIDjDcP+QUmsvVooXj9FdRfZ9mGpViQZwmYODlXVtwJETx2laRf6Ivl+Fr24eOeiFxf/C8AfF724+Cnk6hBkAAyvO2rg20Yw8Gbrttb2F/71kva3n/wjmupMHZJ5uOe4eOqvz8bu/8k/Su7/8T+U7UvWCXY9KxIOduRDJHehqorteZ7GDJKS8bnP/fIKTVOeJaIh+bKpL1LoQnlCi5TjVRAN1VRZvR95k39JJsKz02kTAJIs6bZEPLbKsVWPGa9a2cBRqrrXD+9IVXPedWwDyG0HrO0K/iyybeMYXbcVAIdjxSslJWVYBhbb9tuv2dbfj9K0z7xlWRsOw0v3SRa9uNjpum8AsA0ACUUcV3/0wFU1g2qe7Gjp3Ll8wQrvDzfdVbplTWOvzqSat7Wof/rOPVWvPPZaoKOpA6dOHZP9w++/1FZTU5bujQTyg0VKFtmsbRIB5eVRWVYWjQG4KN929SUKViinm2YJgGHtUg4KClJP1I39imJeGAylns1mzM+2tZR7DPpdaXnLDzo7S69obakcpen2ZCNgd0hJP+jseF+q0bG6bq91XO1n8c7o39OpyBkBMyOZESDiCiHke46tD1HVQ7relWXGzxOdJd/saG94OJO6E8BfCjl5vAB5BrmUonUAxpbXlPHQsYMfsTLWhsa1jcn7fvxAtLOls1c++4tfeid05zfvqlj7zjrFTVt064+uztx119c7DaOwSqTG46nK9vZE1WWXzWiPxcIxAOcQUTDfdvUVCjaYM900pwD4RKfnDRuh6cd9LBjKlh2mnThZZrySzQZGapozsGu98nBhM+P2RDz6lmVltkvvLQCfYuamw2lDMdCVSnQ6cuuXowGkpCfXbVyxaWrdUQPxxV9eO1go4qA8y+f/8WLolcdeD3e2dIjB9TX85z9/LTl0aL+CbHpmWU5Q01SrpCTU/MlP/qT6mWfeauvsTN3EzI/k27a+QMF6lMglF1edbgbjX4hE04dLJAEgQITTTTN7uEWSAfw1lSxdZFtyu/SWALjOF8kDY9GLi71FLy5+GsDfALwBgIUixg4ZM3ieZmgvvfL4a89KT7pS7v/Hipnhua5RP7BKqS4N4+qrznaffvqnbYUqkgCgqorjeZ6WzdqhSy6Z1l5WFikFcDEd6VvcekhBepRd0e6zAHzuc6FIWZ2qFv3CMwN4y7Iiv07Eje3S2y6ZZ1nM7+bbrmKgK5XocuSqFv1nutl/aO3wzau2nDfrMx9J9SR9iFlizTvrQrGKmFkBzpw2YbiRSWe9qqrShKDDkxt5MFiWHTIMPR0MBnaefvrXB7/99urNluV8gpnfybdthU5BepRzMxnZIaX9nm1XbXHd4fm253DQ6knzvlQy0Cq9dma+1RfJ3qMrleiPi15c/DMAC3c9/voTb5SvX7Yh/cDP/hndtHLzB07D4+0J8dcfPVBx7y33R/76nXuQaGjSDV3L1lSXdfYFkQQAIYTrup4mpQydc86kjsrKWATAEfH9OlgK0qMEgMGqenun5CunBgzzm9FYZ77tOZR4DPVf6WT4oXTabpXebBf4pF/l5dBx/IxjPwrgQpa8esN7G091HXdk1YDKyOU3XBrfm2e56u015r//9ERJ85ZmuJbNX/7SRYnrPn9etq8I5C52K5aRAKhZVcW2WOycj+Tbrr5AwXmU002zYrppnpFmPj5ApI3R9KKqaL0nzCAXbHw4YG5ywb9ygRt8kTx0dBXbCAJwSND4IaMHv6xq6sqmxpbEP297KNre3PGf74TnuHjy3mdK7//pP2Lb1m2jWDjAjz36g/YvfOH8dF8TSSCXgE4E6XmeFokEtFgsXA3MG5Fvu/oCBSeUAEYx88UZ5qEGkT62yIXSBQwCsi9a2TvH6fr3mLloKgAVIoteXMwAHkNuCp7YJZYkaEPLttbMg796JOo6LjqaO8Wfv3tv+auPvx7obOrA9NMmePPm3d4xblzfbm6maaplGHraMPQsAGSz9gwiqsu3XYVOIQrlkCTzAAb0MiGoXjm0VVbyCTPjkXSK37Cs2csc++4joQJQIbDoxcUdAO5FTiyTJGj0oBF1L2VS2eZN722WK95aqROxkW6Ni8pYmG/90aetP935lVbTDBRERaKDgYhkbqcOY/PmndrkyZ//LoA7iagQtaBgKKi93tNNUwdQ1yllf4NIjNI0p5izF96ybe3xTIoaPK8EXcUcfA4Pi15c3HH8jGP/CsAAMFkP6DUDhvV7vm1n+8klsUj/6qyj3/bTz3K/2opEdVWsqN4bKVnYtmsMGFBpxWJhPRDQB2Sz9hgAS/NtW6FSaFeRQQDKOqUMBYi00UU67WYAtmT14XTKaJVyJ4CHuVCjakXMohcXtwN4GMB7AGpLykvSZsjc8vsb7lT+ePvDRm1NedGJJJATyvb2RHUymSk99dTxiZKSUATA9HzbVcgUmlAOAVAWEaJxtKbzWE3LWzGBQ4lkaPOsbHCz58oU82rk1sx88sCiFxevB/CsqYpXBJAYddSA18Fo3LB+W+r22x40pCy+6xcRseu6huO4gdNPPz4RiQSjAKb7yef7ptCEciiA0tMCgfXfK4klD+dunMMFA8iy1J/KZtQ2KVsA/J6Zi/KC0FfoFwq8Wmrom6qDRjSgKsePGV3/dGdnsv2115aJOXPmB/JtX29DBCYi9jypTpgwTFZVlSq6rtYj16/IZy8UjFB29cVJAdCHKFrRfTh34TH0N2xbbPdcJ828BLle1z55ZPbs+QxgNhG1AFAjkWBJfX31a01NHYm77noylExmis7TEkK4nueprusFjjlmWDocNoPIFUH22QsFI5RzMxkXwJs7PW9zSspBVhEu2TEAh6X2TCattuXWJu/xcyYLg9mz5ycAzAGwCsCgwYNrt6qq0rhjR5v94IPzzDyb1+soinCkZNVx3MAxxwxPB4OBIHLFQ3z2QsEIZRf9Gl130t/SyfHrXEfLtzG9jcfQVRLepcHQyhTzvQCezbdNPv9l9uz57wF4E0ADEQ0fNKhmUVtbIvXSS+/onldc1zMiYgDwPKmeddYJ6See+PFyALfk2ayCpWDSg6abZqXLPMhmLtOJlENd8/FwwwA8sKaBMoM17S5m/n2+bfLZK08DOBrAgH79ytPZrP38V796yUBFEUfl27DeRgjypGQlFouo/fpVlDO/VA6gJd92FSIF4VFON00CcHWa+VMakV4tFGlSfvpmH0oMoqRGlOwnlAfybYvP3pk9e34awAIAmwHUDRlSu37OnPlvF+MSiaIotq5r6UBA29X07Bg/8r13CkIoAZQCiCWlDOtESn2ReZNArn3EIsuyvtHRljx257ZR+bbH5wN5A8C/AMwHgE2bdiTefHPlurfeWllUy0FCkGRmEkLwa68tC55wwrU/AfCNfNtViBSKUPYDEE4xKxpILVKh9F62ssHFthVCrr2qT4Eye/b8zOzZ8+eiKyMhlcqaH//4j4d85zv3RFtb40XlcUkpVc+TSiCgy/b2xCDkulj67EGhCGUtgEiWWVEJSrUorv3dHkNNSCmWOXYoydwJ4Pl82+TTI5YBaAuFAlLTlG3NzZ3Zf/5zblH1mZFSKh0dyYqjjx6IaDSoK4oYTESxfNtVaBSKUNYACDvMigpSKhVRXEIJ1t+0rFBSclYCbzFzW75t8ukRVQAGABg1aFDN4s7OZPaFF942iikCzgxhWXaQmQP19TVWIKAbyO2Q89mNQhHKUgDmMbr+71+XlrcMVA5vr5pDiWQIBmiRYysJlu3wU4L6Eu3IRYHV6upSlxkdTU0dvGzZhoLJFjlYdkW+XdfTBw2qtg1DM5CrueCzG3kXyq7+ODEAgXJFQYUiFLWIAm8SUInhbnQdJc2cQi5Pz6cPMHv2fAu5gM4WIqotLQ1vTKWy1ssvv2vk27begogkMwvPk2p9fY1tGLoOXyj/h7wLJXIphvcBWFYrlFC+jeltJFhtk9JLSPY8oBXAznzb5LNfLEXOq4xVV5duTqUy1uuvLy+qYhm7xHLIkFpX11UD/p7v/yHvQtlVrJa3um7siUzm7NnpdNFsF+PcTQQFOeeY5qsA7vPLqfUtZs+eHwewCUCiqqrUlVJ2hkKBTGdnsmimPUKQlJLFqFGD3Msv/9BOAI/n26ZCI+9C2UUswxxLsYwlWBaKTQcNMxQCeaVCca6LlDzOzPfl2yafA2IFgGYhqPKkk8Y8eN11584vLY0UzQVvl0dZU1NKP/rRp7PML72ab5sKjbyL0nTTnADgHA+IKSARFaJ4QooAa4SMRsgCWJlvY3wOmJXITb+Dmqa6b7yxYmO+DepNhCBPCOEpiuIipwn1+bap0Mi7UCK3HjJWAkEikNm1Wb8YEAQZBLU/mE4ZFzTvLPX7kvRNZs+e3w7gV8hVQ8c776xtWbRolbVjR1tRvJ9CCE/X1WwgoGdWr27Qr7rqZ5cRkd+dcTcK4Y0OAdA9ZiEAChaRUAJAi/T4X6lU2UrX+RJyy5Y+fZDZs+c3oWtWsGTJ+inXXHN7+WuvLdPzbFav4XlSZWY8+OC82JNPLvgUgEn5tqmQKAShDABQPEARgAhScUy9GbkcyibPU1ywDWCzH8jp86wEoBmGlrJt19u8eaeSb4N6C2Ymy3LMWCzsKYqiIJey59NFIQilAUD1mDUqIo+SGYoLGO3MMQlIAIl82+Rz0MwAMC4aDVqO47pbtjQVTeK5bbtmZ2eqoqQkTIoiVOQ2gfh0UQhCGQCglgixYZIeSJYXSTCHAUGAzErJkiEBJPNtk89BowBIR6Mhx7Ydr7GxuWg8SiIwM1NpaZgVRfge5R4UjFAO1bQl10YiifIiaSjGyJVWSzPDA3vwhbIYaAGQjkRMdl3ptLR0UrH008lVPGeKxcKsqv7Ue0/yKpRdBXsbkWsq5imgopnKIKeTnGImCfhCWRy0AEgTUVDX1U7H8bzNm3cUi1fJzKBYzPco90ZehbJrV86DABa3eV7FasdRvSKJd3CXUHq5QLcLXyiLgWbkLurBQEBvdxzH27SpOAI6RMTMTLFYGF1rlOF821RIFMLUWweANa77kR/HOyoyzEUxlQFABPAVoUjbvKrabwC4N98G+Rw0rQDSAIxhw/otvv76C9/40IeOs/JtVG9AlFstCoeDePPNP6xduPCPZ+TbpkKiEKbeKnKL5AzkwsPFBAGsEGWKsefKkcbs2fNd5EqvWWVlUds0je2GUSzdIYiZQUQQkUhQHn/80SX5tqiQyLdHGQHwNQAnUFcNiWJRE5VghYVoUQELQNEU+vDBi8i1iLDSacvJtzE9ZceONmHb++6wIgR5hqGlIpFgR9dDB3wFIKLvEdEVB/H8EBE9RkQvE9HfDqThGRHd0YMxg4hoWk+Ol2+h7Cqwk1vPAwCJ4ph6E8Aq4DyaScfObtpxAxFdnG+bfA6e2bPnLwewtK0tHr7//ucn3H33U73aGqKjI0kXXvjdsvPOu7nsYx+7pdSyHFx33R0lp5/+9Yqf/OTvH7huuOe4P/zh38Ezz7yhPJnM0IsvLjZ0/YNjpUTEiiK8z33ulwOi0Y/8loiqevHU9ocrASxg5lORczSO398DMPOXejBsEIBpPTleIQjlf37mXf8rEhhAiqVIsKxGrq2AT3GQtSw3sHHjjoGLFq3u1W2M//znXPOaa2alHn/8lrbKyph86KF5pudJeu65n7fs2NGmrFnTuNfg0WOPvRrYc9zy5Ru1Cy88NbNo0WrNNI0efLNyTsr69dsM23aOQi5174AhoqeIaC4R3dP1+01EdF7XzzcS0SVEFN5zHICtAM4nouHM/GlmXkhEASL6JxG9RkRPEFGw6zjziOjnRPTsHq89b7efv0dET3d5qA8TkUpE1wO4A8Anu45R+UHnkm+hlOjyKLum3iiWHhAuQ0szl4ZApID8dIsiYdasKbUARqmqEmZmuG7vfmKvuWZW+sMfzgWI2tri4pFHXjHPO++kDACcfPI4a8GC9/YqzK+/vlzfcxwz4LouXnrpHeOMMyZ2G3SybddMJNIlivIfWTiYiP5gAL8DcBaAQURUjVxRkbO6/v1UAE8i11jwfeOYeQ6A2wE8SkS/JiIFwGcBvMvMUwE8AmBM13EmIed9dhd8erXLQ90J4Fxm/hWALwG4l5mnMXPzBz0530K5a+oNAhwGOFskUW8GFIc5UKoorBBUABX5tsmnVxgI4Hghcp0KD1XXkgUL3tM6O1Oitrbc69ev3AOASCTIzc0dexWvdNqiPcdNmzbBev75twO1teXexz72w7KXXnrnA71f1/U0y3KCu83qejy/I6JL91jvcwF8GsADAMoAmMy8BkB/IooC6ORcaxRnz3FENBzAMwAmAKgEcAWAEQDe6jr2vQAWdv28nJkf7YGJb3fdL8UBtLooBKEEABqmqi9+PVKyvkYpmla1DIDKhJBKLrL/ga69T5/BBcBSSpWIoGlqry8WtbbG6aab7ir59a+/2BEKBTiTsQkAUqkMSbn3cOfexl1yybTsN75xWaKkJMwzZhyXnTNnQY+Cil2vwdi/CV4QwEldPw8GMB05D/Iy5HJPd/EWcp7c7K7fr97LuE8DOJ+ZPQDLkVsCWIX/9hy/qWsM0PP85BO67o8BsK7r50yX3eguYJRvoXSQezOUUkVpq1aVhF4kjcUot9xKZSRYBWnw1yiLCZaSBRFI03p3M5llObjqqp+W3XTTFYlBg2q88eOHOgsWrNABYPnyTdrAgdV7Fa99jVu3bqva1QuH9yWyeyIlU1ehq/0Ryn8BOImIXu76/YcAvglgbtfv/bvuH0ZOKOd0/f78Xsb9Cl1rh8gJ3N8A/AnAsV2PHdv12P4wseu5sd1e+x0ARxPRqwA++kFPzuuWwbmZjDfdNB8HEAVAFnNRJO8COaGUgCgTgk0iIYAKIirze3r3eRQAwvMkHQqP8t57nwm+994m7Y47Hg7fccfD4UsvPS396KOvBHfubFPmzVtiPPPMz1pWrNikPvTQy+Z3v/uJ/1SkmjlzSvacc75Zsfu4zs4UVVWVypEj692vf/2PsS9/+aIeVbDyPA/M++dRdk2jz97j4TF7GbcCuSn2rt9f2ds4AKft5bFL9nK8afuwZ8/Hb2PmeXuMsQGcu7fn78muK0demW6aX97uumOrFfWUmaZZOsUI9HnB9BiKB+hBovZ/ppPKm5Z13+u29Utm7si3bT4HzqxZUyYB+HRra7w6nbaOPuusE6u//OWLUt0+8SBoa0vQiy++bUydOtaurS3fp1vY03H7Ipu1w6ZpxO+++0nvxz/++4OdnakfMnP84KwvDgpFKK9Z7zinZ5hPuzAYEh8PhQ/pB+9wIBnCAQcCRPGYUJoA/GnEti1/yrddPgfHrFlTpgL4FADtmmtmlU+cOOKYfNvUW+wSyoqKkm0AJgHTimX/x0GT7zVKTDfNYQD6G0TSA2SnLI4ujESQBGIVZHddjMbm2yafXsFCLq1NVlSUxPJsS6+iKMJVVdFVwMUXyd0pBFEaD+CoABE8ZtleLEIJQCdkdKIMA1hgZScLoqu6csJ8+iizZ89fCOC5trZ4ZzAYKKoq4IGAnhBCtL388rseEfXLtz2FRCGIUhKAHSSyHMBr8ryiEhKXWRdE+FMyMVTLRfuG5tsmn4PDcdyaxYvXXfSxj90y1Oo72727RQghly3baFx11U8nALgl3/YUEoVQKDcJwDKJAhKwO1lSSkoKCZH/xdNewAUMm9kepqqZlY5j2izHAViTb7t89p9Zs6YQABGPpwdpmqJWVcVk8VQPypVaa22Nq54nPQAd+bankCgEj7INQIaITA3odJm97UXiVTJAaZZlKZalI1QtYxKFAEzNt10+B0w5gB9ms/YJuq4pdXVVxbI5Ap4ntVQqW9Lc3B7pEsr2fNtUSBSCULaiK0M+JMS2QaraJqg4+l//p3QcQz0lEMhEBIUFMJWIyrp9sk8hUgkgkkplQ5qmKgMHFo9QMjMREXd0pMh1PRe+R/k+CkEo25CrGq2P1LQ3Lg2GlwxRtaL5AAqQx4ASFkIdp+npCFEJgDPzbZfPAVEBIJhIpA1dV9X6+up9F3jsexARuKMjITzP86fee5B3oZybybjIeZVtAPRW6XXm2aReRQCOB6g2w5xuBDojQpQAOCffdvkcEBWu64Xj8VRZMGjoxx13dNFEcpiZAOItW5pV23Zt5Eqd+XSRd6Hs4rcAHgdgbXCd1GrHKYQgU68gCB6Dhcusn2gErHpFVauEWENExRMFOHKobmtL1Oq6rh999ECvX7/93/1SqHS1geCGhiYtm7VtAJvybVMhURA7cwBgumme6TGf9JZtf2qgolTeWVbRGiiSAhkOwyCAg0RtJlFcEP1+xLYtf8m3XT49Z9asKVEANwCYdOml043+/SuOHjVqUNFMvS3LCeq6mgWwbejQy69KJjPLmblozu9gKRSPEgBaFSLSgTaL2VvvOkXjcSmAI8EqABI58fen3n2PkQAqhKD2k08eV1tMIgkAzCyISFZUlKxPJNJLfJF8PwUhlNNNsxK5Kh4TTKImm+Gsd9ximn5LjSitE2UAwGKuPzVg3kREflCn77DEcdzNxxwz3AoE9F7tk1MIBAJ6Mhw224UQG/NtSyFSEEKJXITNAWCGhWi2we66IvIogdyWRps5CACvW9nwRtf5CoDrieig+pL4HD7efXfDhx577LUPL1y4qqg+mwCg61rmgQdeCEyb9qVjiWhKvu0pNApCKOdmMg6AHQCSpUKkLWZng+uqhbJ+2lvY4ECWOThVN9LDVY0iREPQTcFQn8LAspyR8XhqSDZrl5SVRYsmiLMLRRHukiXrgkuXrq8DUFR72HuDghDKLhoBxMNEJIFMh5RoLpICGbtwGYGElFU2EL0yFG4qE0oVcpWco/m2zWffzJo15eKmpvZv6Loarq+v5sGDa4smzxfI7cpxXdfYtGmHkc06fsR7LxSSEG0BECeiaIBopwV2t3jFs04J5II6HlizmYPHaro9VtOcGImBAD6Zb9t89s6sWVOCzDx627bWabFY2Dz77ElZIYojG2MXnudpHR2pwObNO41s1s4A8Ncp96CQhLIRQBxAtF5V3/pUKPzicbph59uo3oQIrIBcF9AtIPrJcKSpVIhKAi7LY7N5nw9mVGNjy3jH8YL9+lWoF1xwcibfBvU2UrJYsWKTkk5nM8y8ipnT+bap0CgkoWzvunGpEOlNnruuuyf0RRSCJcGqzRw4StXkCYaRLhWiBv/td+xTIMyaNUWRUp7c2Ng8sbQ0rF122Yx0IPCBHV/7HF1pQbx06QYlnbZSyDXc8tmDgpnazs1keLppPo2cWPbf6nnZuCfbTUGlWpEkngO56LcCcjzAyDBHPxUMN43SNONcM/RSvm3z+R8mpNPWKNPUAwMGVIpzzz0pm2+DehspWRGCvGXLNijpdDYNXyj3SiF5lJibySwD8CYANLrukC90tFY8nkkXXc6aQrAlWHGYA7WqKi4JhpMG0Q9W9RtYUO/HkcysWVNUAKeEw2b1P//5nW0///k1ncVUe3IXUkpFCOHNmHFsp+t6TwFYkm+bCpFC/GKuA8AK4DZ7nlhq28U110HOq1RBFgBogCWZ8e90auqcTOpbRHRdd83YfQ4L9QAGjxpVHxs+fEBFsUW6d7HLo7zsshmLUqnsV5nZr0O5Fwpm6r0bwwDUVSpKepPnZTd5brRdelQqlKJKqlQILgA0eV7JH1KJ8AIrqzd5ciaApwFoAIoqkNXXmDNnweZBg6qrvvjFC4o6p1BRhKNpqmUY2oJ821LIFKJHWQmAVKKYSbQ1y2wvKUKvEgBWObZ6Q2db3bxsFts8b2MW/F1m/m5XY3afPBKNhr6ZSGRm/OpXjwyVsqiu0e8jGAx0Pv30W/Y3v3mXRURGvu0pVApRKNcgV5uyPCbE5jSz9YZtFdU2P8mMh9Op4K3xztg613UyLJtHadofmfnpfNt2pDNr1hRt8ODaM1zX/XRlZSxy3XXnpootb3J3pPTs2257sPq22x78FIBYvu0pVApRKLcCaAYgahVle5Y5u8Jx1FbPK0RbD4inMpngw+mUucPzUgGil8fq+mfKFeXunjyXcpzir2MeGhKJzFktLZ13V1WVVl1wwcnWxIkjiqY4755Iycr8+e9pbW0Jy3W9lcy8M982FSoFJz5zMxkJYC2AFoOoJEi0qcurLIppgcNQDaKtKeY1/RXlz0dr2qdey2bfnJvJdDu/o1wbiV8QcDuAKw69tUcWs2ZNqX/77TW/EIJqY7Gw9olPnFHMiddk2475/PNvVyYS6QSAF/NtUCFTcELZxVLkimTUDFCUJcfr+vNnBcw+uyPCYsaD6VRwm+vKv6US782zs3PG6fo3+qnqt+ZmMk09OQYRHSsID1dGA+cPq40OCejKaURUqO9fn2PmjHGhDeu3fct1nP6ubVNLcwfdcMOdlbbtFEVH0D3xPKkys/vGGyu0zs5UHL5QfiCFGPUGgA0AtgEYWaYodpJ5WYYxOkToc8Ujtriu8rtkPLredd0HUsm3xuj6fABPzM1kVvXk+USkCKJrTV35ck2pWX3skHLrzGMHtF1+ytCEoRVXJkCe+SZ57ocHlAf1GWNrU4+9sTmYTaTcxsaWWHV1aSoUChRVsrnnSXXJknXc0tJpOY67hpk35dumQqYghXJuJiOnm+ZLyDUdGwoAa11n7UhNO87oI0tzzIwXrGzg76lUuFl6nZ1Svu0BNwFY19VQrVuIiDRF3Bk21XNqYmbppScPca47c0RHWSTQDuAkAJ8honsBqP7+3ANn5gn1xyIUGX/zRWMjERU8ui7GXz1/3M4/Pr0yfMMXfqH98Gefd3a2xPXx44c6paWRYrg4kZRSefXVpRyPp9sBzM23QYVOQQolAMzNZBZPN831AL7kMOs/inf0qxZK2W2lZW16gYtlUkr6czIRWWjbeqv0MhJ4xAO+sj9iNnNiHX30pMEn11eFxi9Y1Vz21fPGWMcNrXACuvqf1KFExrlm/KCyC97d1LaJiP7PTyvafzRVRE8cXjnj2pMGDZ40qET3GBIMMjQl+LULxqXfWNWkZF57gb/91yVmVb/K8I03Xpbo6wEez5Oqogi3trbcTaezq+ELZbcU9BrX3EymE8BGFXDiUurN0vPmW4Ud1ElKSd/qbC97zbLUZum1VirKP04wjFt7KpJEFNBVZdK4+tL/u+ni8X/8/Nmjjrr7C1MTk46uSmiqyKYtN+q4UmNmtCaySthUJ8VC+nQAtxJRUa6nHSqIyHQ9vmNbe/rzg6oiNQFNJE2VOomlx1KSlKxMGlHtVZeYGFsdwPZNW/krX/l92W9+81jMcfpuS5ldQvnJT565KJXKnolc8NTnAyhooZxumlEAJUQ0slJRlsUlp5/NZoKFWvmcATCIPMbONMt1w1X1e/Wq+uW5mUxDT55PRMMB/C0a1O750Ph+X4+F9P6aIrLRkG7t9hoUT9vlHSm7sqrE1H//uSlbhtdGqyOm9hEA3/LThnrG+EFlYQA/q4gaZ9RVhKujQc0FACHIM1QlrRAcAXZtV5oVUVO/4zOTO08aXuY1Nuyg+/76jHHddXdUbdnSVLAzsu4QQri6rv2bu8i3PYVOQQslAA9AGYDSAYrS6IA7N7kuljqF1U+n2fPEJsdVN7quc2cy/npI0F/G6vpVpYryp7mZTLfRespFbC5VBP19YHlo6nFDK+p0VdEMVaSFoP/ZY+xK1lKWG0tlndiwmoj41acnNQ6tifQLGepHAdzgR8M/mKE10fDWtvTD5RHj0uG10fKffWJivCpm/re9AwGqImxmKGCGZFZsj0tv/fgJmR9dcVxnvK0D8+cvp09/+ucVr766NJTHUzkgmLn9gQdeyPz4x39/Pt+29BUKpq/3vphumucBuACAWOc4kTTz1KmGYXwjGovn2TQAwBuWpd+bSoSTzK39FeV+lWgTgIfnZjLNPXk+EZWogn4cCqjnVcfM0pkT6+wvfGRkytQ/2FnxPKm5kjVDVdLRoNb62oqd6pfvebP/5qZkYzLrPgvgRma2PvAgRyBRU6sE0SOmrowbWBEK/eKTEztGDizd55ojMyjrckQy1C4Bze5sT2c/9auXy7Z1WsqvfnO9M2nSKLukJJTsK878o4++6t166/1qQ0PTI8z8hXzb0xfoC57HG8hVP68eqKqr08ypZbajNrhuXtfjLGbclUyEf5OIhze4butm15291fN+B+DPPRVJQTRGU8QTlSWBS4/qX1Lx7UsmeF87b0y6O5EEcsUMFEGu7XrBRMYpO3lUtfv7z01pHDUw1n/SUZUD4RfV+B/qKsOmJ/nJiKlNGDkgFrrj6hPbP0gkgVxVelOjuCrYYmZyPRmoKDEjz33/zLavzhwV/+2t9+CJ2a+p2aytbd68s6DXiJlBUjI99tir4ba2RDuAR/NtU1+h4D1KAJhumh8HcDaA9ArbHgjQ8V+IRHhGwMxLbluD6yq/S8RLNngu2qRszjDfAOCf+7PWM3NinaEpdN2qrZ0/GDUwpt94wbj0wIpwBvvplDiuNJhZ6JqSCQfUjh3tGae2NOgGdOWvAH6jXHAP/DUoYObEumBAVz5WXxG6cd2ORN2Prji2vSJq7lfpNNdj3fI4DCJWBDm6KrIbd8T5rbXNesKMJR5+eU31Zz5zTurii6cVZF8d1/X0xYvXqF/+8u/E2rVbXwcwk5n7blTqMNJXFqPnAxgLYNwgVX0nTGLFNMM8H3mwf242Y/wtlYq0Ss+xmLcNVdW7KhXloZ5sQQQAIio/69j+gbOPG/i1s44dcPHmpiSG10Y7dV05oA+spgrL9aRuOV5QU0R2UFU43TUF/HhbwhqkKlRCRA8BePZIFEwiEuURY8y5J9Sdec2ZI66ujpmVBLTpmrLfLWdVhWxFUIftygCkJMdlY0htND20tiTz6znLS+yODv71rx8JvfHGivDNN1/ZVl5eWG1tPU9qs2fPV9rbk60AHvNFsuf0FaFcj1xnuGFBIQISaFvp2svHaPqEw2mEZFCSWW7z3LRJtGS0pt1iCjG3a396txDRh4lw88gBscS5J9RNASBG1cVSuQ69B46qCFsQS8+TuuNJXVcVGwAee3PzufWV4djW1vTErONNJ6KfMHPbwbxWX4KI+gP4ju3KiVdOG1ZaEzNLdVWkQXTAFwwiSEMTac+TGsBgCcVhqX9x5pjMmPpS5wt3zi998cW3sWHD9sobbrg0ftJJYwpi663nSbW1Nc6vv75cbWuLNwN4LN829SX6wholury1JwH8FLkSbJiTTi2Zl82KrYdhrbJDSnIZ6kLb6nzbtv5dr6p/HK3rVy6wrBd6IpJEZBLRtw1N/HJIdWRc2vJOFkSurinpgxXJXQhBrgREPO2UZyw3GE/bsY+fNjT+7UsmtI8aGKuvKglcDOAhIjq92FOIiEgQ0SWC6KHaUvPssXWlIzK2F9ZV5aBEcncURTiKIhzHkzozKOvI8NTRtco/vz69NSAdufK9jfSNb9xZ8qtfPVIQOZee52lPPfWG6OxMdUrJLzJzj9bRfXL0iTXK3Zlump8B0H+t4xxrMZ98mhHQvhQtOSQRcI8Zj2bSwacyaeN43Xh9m/TeAfAWgDlzM5kerY8S0VGaQr+OhYzjakvN0OfOGJE5f3K9JQ6hVjmuNIjAmiKyoYAab+7M2Dc/sLjfG2uaxdbW9Las4z0DoCi9SyLqJwi3REzt9OqYWTZ9XD/n+nNGpUvDxiH7oDsSAduVQRBBCHIFc+KLf5pf8uKy7YFx44fLO//0VbuyMhZXFJGXqTgzC9t2zVWrGjIf+9gt85qbO37BzIvyYUtfpS8K5WAA16eldJY6zqU1Qqn8XkksPlzTevWy3eR54g/JRGSFY6PZkzs88PemBgLvAljWw5JoJAiXaarynZqY2X/kgBLjmxeOSx09IHbop2IMcjxpSGahKyJraEo6GFA7/v7K+uhvn1xZ2diaaktknCvTlvvaIbflMEJEZ2uK+HF1LFA/sCIc/PxZI+wZ4/sle8tr/yAcjwO2x0EQAUQcUEXykfkblAfmrQue+KFJ8qrPzKKKyli73oOMhl63zXENIuJkMvPC8OFXXEpEdCSuVx8MfVEozwFwFYCW1Y4zwGKeNEk3jJuiJZ29NaN8w7L0e1KJ6E7Pc9qkfMcFvrS/V+CTR9XUbGpKPB8y1KPOOb6OrztrRCJkaod1j7AnWXVdaSgKOV3eZefOjoz7r9c2xr5+/tjFgugPAJ5XLrhnCoBFfTHvcteX/kszR0f7lQVvv3fu2stPHV2D684ama0qCWR6a6rdEySzknU4wiBBAqwrIpWyXOcXj74b+dCpY9pmL2+PVFaXKddff2EqFAocNrtc19NUVbGWLl0/c8aMr/rtaA+AviiUo5ATyrEW85J3bPuSaqHU3BCNJifoxkEJkcWMvyWT4ZesbKBNelmVaFV/Rfniu7b9Zk+P0a8sKE4YXjn+ymnDbq6OBU7b3JzUZ4ztlyRx6L2avcJMjscGMwtNFdmysLFDVcR/vO93NrQ2zvjO0yM6004DgL8hFw1N5sXW/YCISgF8lAgjX/rBWesHVIQ+G9CVmq2taX1AeSirKJS3hUHLlSGWTCQECyE8XRPZ9dvjyrV/eD2WJs2rH9Jfuemmy5Njxgw+LBem++57Vrz00pKNTz75xseYeePheM1io69EvXdnJYDVAOoMospKIZZ0SHnyP9Kp8ChNbz+YykKtntResrJak/Q6KoR4fpCqfn9eNrumJ88lIhXA58rC+qibLx4/qSpmDhVEcnhtSXx/cyN7FSLWVMp6klXPYy1je6GgQQlFkHQ9qXiSh50yuqZy5ZaOypaENagzZV9HRC8BeALAm8xcMG1aiUgHMBXAOYIwNRYyysojRjkJSmiqiEoG11eGUofTi9wbhipSUrLieDKgKSJruxwYVB1x/3jdSR033PNmyeK3V6tf+MKvSq+66uz0FVd8OH4ocy4TiQz/61/zgkuXrg8itx3YF8oDoM95lMB/1imvAXCsx7xosW2fFxNi4FWhsH2mGdyvJHRmBgOwAOW5bKZxdia9QQEWVirKH+ZmMomeHIOI+gG4NWJqJw4oDw78/eemWEf1L/EUkT+v5oMggFVFWI7rmbqmpAO6knx5+Q79vpfWlb+zoTUQzzjxjpTdkbbcNQAuYua85gN2tcC4FsDp4YBaWxo2KiKmFjxxeGXmslOG2OMGlf2nP3U+7dwbHkN1JQzkUg1kxnbTn/71y2XvbGzXK2vKMHnyaPfmm69oq6iI9frf2HU9/d57nxG///2/s42Nzf9m5mt7+zWOFPqkUALAdNO8EsCZANDkeUlmDPxtafnogKAeF8xISEl3JhORAYrS2STlkp3SexvAcwDm9zQ3Ugg6Q1PETyuigdphNZHwNy8anzpmSHlBCuTueJ7UXI91RZCrKmSrirACmpLe3p5xZy9siD6zuLFkcHVk+x+umfILAE8pF9yTAfA1AO903TYdioBAV0GPYQAGMfNzAPDObecNu+CnLz5rqKJmeL8ofWh8f2fa6BquKQ2m8+qt9xBPQnMkBzyGRkQc0ETi90+uMH79xPJwMBLG1Z/+iLzmmlkdhtF7a9jMoJaWjuDHP/7jwPLlG9dZlnM5My/preMfafRloawG8HkAJwJYDiAxKxAce6JhTO7J899zbO3OZCKyxfWybdJbNdEwfmgQvTs3k2nsyfOJyFQF3RzQlStrS4OVp46uoa+fP7a9JKT3nT8oM7ke655klQhSUYSjCnICmpIKBtR4KuuKiKlJAHhkwab0V/7y5tCU5aZTWTdtu7IJwBLk2gvvAPDc/gaDiCgKYCSAGgC1XT+PNzRRFglogaW/Ov9xXRUnMTDg+SVbw/3KgjS4OqJ0ecS2KFCPfW94klXL5Qh3RRw1VWTWbGl3vnz3G7EhIwZ5199wpRgytDYVDPZOywnHcY0775xj3HPP09aWLc3/8ItfHBx9VigBYLppTkeuVcRAAFIA9OlQ5KIUy8pRmr7XL5HHjIfT6eAT2XSwxfM6kswveMBXmXn7/rx2SVC/OaArX6opNaOfO2OEc94JdUlFEQU39espuTVMqTFDBHQlEQ1qbZoibE+yYrvSaO7MyBfe3Wa+s7EtuHRTW7A5nuWM7WUsx7McTzpLbj/vigHloS0AmpQL7rkVQH8ADgAXuXJ5CnJr4i8w8/3ysav0s37w7DnzVzXdoqtC01ShGaoSMA012K8sKMfWlaa/fO7odl0RVZ5kjRmkCHIVhZzDke5zSGBQ1pVhj6GBCKogS1VE+r6X1pjPL2/Wv/+TzzX+9V+v9bv22lnJgQOrDvgcmUFr124JXXvt7cbq1VtW27Z7KTOv6M1TOdLo00K5i65p+NCElNH1rntJvaJW/DRW2h4R4n0nt9PzxB8S8ehK11HapEyFiZ6ymD/RLmWPBW7mxDq1Jmaec+nUwd94aMGmCZefMsQ+ql9Jr+34yDvMBBBAYIXIZbBwXDaEgKcQuaoibEUha0tLit5e36I3tqSVeNpWbr3y+B1dR5Cnfuup+u3taZUZXf+Bu3YD0VnHDdjyq6tPbJbMFWu2xc0fPrikuqokwFUlJuoqQ5gwuNwaXBVOOB7rrid1x5UBIcgtxPXHA8Xx2HA8NhVBDoigqyKTslz+49MrQ/9+Z7saLS8VX/jC+dmPfGTSAfVBchzXeO65RepNN/05tX1722+Z+dbePocjjWIRylIAX2TmwBLHOT0AGj4jEBCfj0TfF4y5pbMjtsi2kGZuGqAoD9Sq6u1zM5mWnrxGVzrKdd+/7Bj30qlDrgloSpmqkK0ook/3T+kOKVnxJGuSWQHnKoALgkdEUhHklkWMHaLrIhFP2zEA2NGeES2JrOJ6DMeTJCWTrolMQFOd6ljArYwGjLTlljCDJCBYsiKZFWYIIni6phTE/uhDCTOT48oAiEjX1YwnoSWzjvOLR9+NPPXONj0QjahnnDHR+drXPtoWDps9/pLu2oWTTGY2f+Qj3/j4hg07NjBzQdRu7cv0xfSgvRECUEVEtUNV9dUVjlP1umVVjtezxlQjYDGDWqXkANHbDIiRmvaLsBBz9qMb4gkAflhVEji6I2VHArqi6IrI5C038jAiBHn/8eaYyWMoLFnxpFQ9SVprwqoVgCRBXtb2IgAQNjWOmLmY2q5vuKEJKEJoUrKSzLoBx5MGAUxEkghSFcIqJq+xO4iIdU3JMLNwXGlIkGIaqvL9jx2XVASF/vbyevXfj7+mrlzZUHXzzVd0jB07pEfrv67raYoisi+/vOSO9eu3LznEp3HEUCweZRjAF5HLsdu8yXXLWzxvWr2qlpxiBKxxmtY0O5t5I8O8DMBjczOZHjVTIiJVEfRFTRGfqy01KyYOrzS+dfH4VPXubQN8/oOUrHZ9nOi/Epn7VYicF5ofywobyVAciYBkqJJZ0VWRWrByB//fnxfEbChU26+C/vznr8WHDevf7VT8z39+UpdSvj537uKL5859xy/e3EsUhVACwHTTPA7AxwCMZea3lzrOqQIY4QFekOg3R2naJuREsqe5kQNUhW6PmvopNaVm6RWnDs18YvrwlFKABVl9igAGZVwZkQyViUgVZDuOl7j6N6+Ubumw1R//4vPu+AnDvLKySIL2sR6+YsVm5ZprbjPXrm1c7XnyfGbuUQaHT/cUk1ASgEsBfBhAucW8423LmuQAj2jAz6YEAlZPi+samlIF4PnqEnPQkJqI+Y0LxmaPGVKe2tcH1Ment7BdNh3JJohARGxqovPVFdvV2/79Xvjij5+dHjdxlJPJ2GLSpFHvWxu3bVv7/Od/bbzyytKd7e2J3zDzr/N1DsVI0QglAEw3zRByOzimANi+2XV/sd5x9mvL1syJddHxg8o+09SZuRFA9MuzRifLIoE+VyzCp++yK+eSCFII4aoK2a1xy4tnbPr6/e8EOxyhX3zJtOxnPzszpesqpGTlL395KnLXXU/KDRu2v4LcbqoDipj77J2iEkoAmG6awwBcAWAZgCfmZjI9EjkiGtGvLFj5kyuP//TJo6rPlMyBgKZk+3JupE8fJlcqT5fMmlAUV1WELRl8/7y1gb/OXRtMky7GjB1C3/72le3t7UnjK1/5vbFhw7aGbNa+nJnfyrf5xUbRCSUATDfN/gC29bBupABwqSLoS2PrS8v/9bXTYqauCF1VsiAU3x/Hp08hJatE5DlMAQaEplD21fe2K9f+4fVSxTBQXhEjRRG8Y0dbS1tb/CdS8u35trkYKUqh3B9On9C/av6qpqf7lweHn39ivbz2rBGZgK4e2X8Un8KCQbZEgAHhMXRFkN3Smclc9euXyzY0pdRA0OSWls5lzHwCM/uR7kNAn+iZcyiYObGOZk6sO8525VdB6C+I9JNGVTu+SPoUHATWFWQE2GMpyfWkURoJRL9wzhg3GlDczo7EGmb+nC+Sh44jVigBmAAui5ja2H6lwS1NnZnETx5ZGmmJZ/38H5+CRFMoa6iUBDM3NCeUPzz1npHIem2O632TmXtcXNpn/zmShbICgAEgOLxf9Fki2rypKZn97j8Wl1iOH7/xKUxUQbahIBU2FMd25Rbb8R5ixr/zbVexcyQL5VYASwE0CqIR4+pLX0yk7ea317fK2/69PCyP8LVbn8KEmYXnsdbckXmrKho4L2u7N/iNwg49R6xQzlnY4AF4GMB7APRQQKscNbD02eZ4tv2ptxvVB1/baObZRB+f/2H+qiZ9W1t6053PrrrjxaXbljBz0RcQKQSOWKEEgDkLG9oBPIpczmW/ypIAD6oMz2uJZ1tqS81Uns3z8XkfTy7aYnzzb4u0M3/w7IL2pP10vu05kjiihRIA5ixsWA3gGeQ8y6MHV0d2HDe0/IF12xNP5rtXjI/PLt7d2KrdMec9c3NzamNn2nlu3vLtRV3er9AoljJrB8trAKqR+3voAV1NLVjdtL221Hw1FjY+NKwm4lX5FYN88sS6bZ3Gt/++ONrQnGq0HO9+Zn403zYdaRzxCee7mDmxTgNQAuAYACcBQENzsq4lYZ03rr7UvOPTkzpifakfjk9R0NiS0r78lzdjqxo7E8ms82TG9j5ZSC2EjxSO+Kn3LuYsbHDmLGxoAfACcn3DI1UlgZ2prLN9WUO79c2/LSpJWa6fY+lz2GiNZ5Ub71sUW7stnkpb7oKM7V3ti2R+8IVyD+YsbGAAqwAMCejqwGOGlD8ZTzs7317X4n77gbejfo6lz+GAmQmEQCLrNCezzjIAH/V33uQPXyj3TidyOZaxcECrGj+o7Mm2pNU8f1UT/+BfS6K26y9X+hxCmMl2ZXD99sTKkqD2bUF0XjLrJPNt1pGML5R7Yc7Chg0A/gngXQDVsZAeGVNX+lRLPNvy4tJt+OkjSyN5NtGnSOlM23Tns6uDSza0rvzz86v/oqvK/Z1puzXfdh3p+EK5D+YsbFgJ4BHkxLKuIhpQR9eVzmlLWI3HDClbnWfzfIqQtqRFX/nLWyV3PrfauuQXLz3FjAfmLGzwi0YXAH7UuxtmTqw7CcC5AMYB2ORJbtIUwV85d/QpIwbEjvYkw++j43OwNHdkxNf+ujC2dFNbfHt75jUA1zBzU77t8snhC2UPmDmx7mTkevF4AAhd/xtbXzpr5dbOET++8vhOP3XI50DZ1ppWvv7Xt8pWNnZazZ3ZVxxPXsnM/nS7gPCFsofMnFgXRi4h/eMAyjwpxesrmy6OmFrtyAEx49Yrj4vXVYb9kLjPfvHe5jbt2/94J7ZhZyKbttxVldHAheu2xxvybZfP+/GFcj+ZObEuAuBGAP0TGaf53U1tZ+qq6D+oKhz83qXHJo4dWu5vLfPpGcx0898Xxx5/c7PlefxuWcT46Lrt8R35Nsvnf/GDOfsPITcFL4+Y2oAThlfMZsbqddvjiRv+ujDy1NtbjHwb6FP4MLNoSVhqQFOeMnV19vDa6Dm+SBYuvkd5AMycWDcSwCXIBXiEZH5v2ab2iZ1pe0JtmVly7ZkjM5eePKSoy1+1Jix6Z0OrPmFwmVMRDfRKYunOjowoDRtSV4v3+m27Eg++vtGcfFRF6p65657dkQvc/GPOwoZsvm3z2TfF+4k8hHSlDt0FYAGAlCA6ZvzgsndqSs2Xd7Rndg6qDG/Ns4mHlO1tafGxX84rX7y+RTv/xy+WN3dmxOfvXFBy5vefrfjpo0vDH/TcPcf98ZlVwbN/8Fx5MuvQC+9uM4pZJHe0p8WX7noj9tsnV6izbn3x6R3tmccB/M0XycKneD+Vh5g5Cxu2IieW8wFsA3DMUf1KGicOq3zg3rlrH1m8vuVdKZkbmpNKfi3tfVY0dqjfv+yYzhsuGJc8ZXS1NW/5Dl0y0zPfPaNlZ0dGWbutc6/n/PgbmwN7jlve0K5dMLk+8/a6Fi1oFG9jt9dX7tQ/+/vXS+evakpvbk7Ob01Yt89Z2DBnzsIGN9+2+XSPX2btIJizsKFj5sS6vwC4GLlpeDagK54rGb9/etWbAU3RVjZ2TP3M6UdnLpk6OCOoOPItZ4zrZwPAqyt26Es2tmkdKVvMOqEuAwBTR1ZbC1Y368P7lfzP0sPrq3bqe45jBlyP8dKyHcbXLxhbdNv0XE/irudWh/752sZgU2c2k7HdZ5lxHTN35ts2n57je5QHSde06QEAPwNwB4BdC/Ji4boWq6E51fHbp1YY335gcbQjZReHUgKQzHjsjc2mpggwA/1Kgx4AREyNmzsze/Uo05ZHe46bNqbGeuHdbYHaMtO7/LZ5ZfOWb9cP53kcSizHw5fvfjN237z1ga1t6XhJUHvylFE1N/ki2ffwhbIXmLOwQc5Z2NA8Z2FDK3LT8SSA48fWl64YVBV+Znt7punZdxq9q37zaukr7+0oCiEQRLjtqhM7jxtaYb+zsU3L2LkSdKmsS3IfE+hQQOU9x1180uDs188fmygJ6jxjXL/snIVbiqZXEQFqR8pONsez2wdVhX81uq70M8+807g533b57D++UPY+EkACwGYA4+urwtljh5Q/kra8dSu3dMRvfuDt0A//tSSSzDp91rv85b+Xh+9/eb0J5Io4fP6sEck31jTrALB8S7s2sCK018T7cYPKnL2NW7c9rg6ujri6Kvp8Q8GmjozYsD2hNrak3F88vvxdZvx1bH3p/9VXhm+Zs7Ch6JYWjhT89KBDQFe19LORq5Q+GkBGMq9Zsy1+1Pa29IkjBpSoj934IalrfXOTeFvSoqt/81qp7Xp0dP8S9zsfPSY+60fPV5w0stqat3yH8fR3Tm/Z1pZWHp6/0fzOR49J7HpeZ9qmmbe8fxwRsHBti37CURX2zFteqPjyzNGJ8ybV97kosGTGk4u2GHc+uzpk2V5rXWXoCSLaAODhOQsb1ufbPp+DwxfKQ8jMiXXjAXwEwNEAagGs60hZlpQQZx8/wLh06pBpWceLeZJR3cd78rQlLZq7dJsxdWS1XVMa3Oe59HRcX2JTU0L5zRMrwm+tbaGdHZmOrOM9MXpg7Jf9y0Pb5yxsiOfbPp+DxxfKQ8zMiXUlAGYBmIBcA7N1u/7N1BWlI2Vf2hLP1n305CGZy04ekja0ossmKlqSWYfufXFt8PE3N5ttCcvtTDvbM7Z3vWR+ss+vIfi8D18oDwMzJ9YRck3LtiCXRnQSAN2TLBevb5metr1h5REjPLg6ol5zxtHJk0fX2MWSSlSsSGZc/ZvXSldsaef2lO1ETW3Z0JroAxFTu3POwoai8JR9/osvlHlg5sS6WgA/QJeHubUtHd6wI36SIqiqPBoITxxWIT97+tGpEQNifjJygbGr/uiWllTy5vvflos3tCpDqiNPVZYEHgCwsKvnkk+R4QtlHuiqQPRZAMMADAXQJiVvXLs9PmxbW/r4sKmWlEcCwQe/flp7RTTgv0EFwIotHepdz68O1VeGE2VhY8sr7+3Y5DGvJ2AxET03Z2FDR75t9Dl0+EKZJ2ZOrNMBnAJgKoAhAGoAbMlYbsua7fHxiiDt55+YGD/xqMrxqioCjS0pxa93efhZsaVD/evctcE31jSrHUkrnbTc7aeMqv6TIoQD4Ok5Cxs25ttGn0OPL5R5ZubEunIAZwAYj5x3GQSwEAADQMTUtAHlwVOeWLRl4imja5yLpgzKjK0v86fkhxDJjIVrW7SH528031rbonambTeRdtp1VTyYdbwfdG3htPy1yCMHXygLhJkT64YB+BCAdgA6cqJJALCysWPsjvbMiRFTM6NBzRxdV8rnT6rPnDa21tIUf89Ab7NiS4f6ud+/HolnHDdju25FJLC6riJ0/0vLt/8237b55AdfKAuIrui4MmdhgztzYl0dgE8CmAKgIZlxEhuaEiNb49bIgK5EYiHd7F8WVD52ytB0X0zQLiSaOjLizbXN2szjB2Y37kxue+rtLe33zF17VNBQGweWh143DXU+gJf9dcgjF18oC5iZE+uuAHAcgIEAogB2OJ7csWlnon5HR2YMgIorpw1r/eaF48KKItRk1iFdVbiYazr2FmnLxcvv7TCeX7I1sGRDm5rIOtnJR1W9mLbdEHJl87YAWAzglTkLG9rya61PvvGFsoCZObFOABgJYDJyEfIByKUUtTNzw9a2dKwiYjRXlpjyw+P7DXl3U9uUBauba6aNqcmecUx/a+TAmOvnY/4XTzLe2dCqPbdkq/H6yp1GW9JykhnXTlluOqgrS2vLgn+srwyPBLAMwBu+QPrswhfKPsLMiXUDAJyIXMJ6fwAtAN435X5zTfMZWdsbHDFVI2xqgQHlIZx4VKU9ZUSVPWFIuXMkrme6noTadd4py6VZtzwfbU1abirryqChpisixpqArnxx0bqW5QAwc2KdMmdhg59d4PM+fKHsY8ycWBdFbpfPa8hNyScAuABACMDOlnhWbm1ND29PWcMUQeGQoerBgGpcMGmQ85Vzx6SAXFS3mD3NlniWFqxu0hesajJWNnaot189acWGHfGtr63caT2/ZNsoIng1MfO9aFDfgNyW0kfmLGzwa0T67BNfKPs4MyfWKQBuAFCH3LQ8AqBNMrc0d2bVnR2ZgZ1pu37C4PJ3rpoxXB05MFa/aF3L0CcWbYmMrit1xtWXOuMHlTlVfbgoRyLj0KsrduhLN7Vr7zW0a42tKZGxPTuVde205dojB8ZeqImZ1QB2dt22AngXwNI5Cxta8mq8T5/AF8oiYObEuhCAMcjlYg4CUAGgHEAJgDUAmpgZ1OVFLl7fMi1te6MCmqKZuqIZuqL1Kw3KkQNj7rj6UufcEwszii6Z0dyZFeu2x1XXkzh1TK0NAJuaEtalv5hXkbE9x3I86XpSRkytI2Sor1WWBJ4rjwQWIperug05gdzkbzX02R98oSwyuhLYj+66DQbwLIBKAMO7Hgt5now3JyytNZEtT2ScmrTl1qiKCAQ0RR05IJb61adPbCoLG2Uec+Bb979dUl8ZdmtKTVkTM73qmCmrY6ZXEtL5UE/fV27pUJdsatO2taWVTU0JZXNTUo2nHbZd6UWDWuK6s0bOXbqpLbWpKaku29x2YiigebGQ3hIL6puFoCYA35uzsCHd9XchXxx9DhRfKIuYmRPrggAycxY2cFeO5pcAjELO0yzpGtYhmRNtCUu0J62QpirZQVXhjQAgmQe+uaZ5lq4KVVWEUAUpqiKEqpBi6ip+fOXxneMH53YJPb240Vi5pUMNBVQOBTQ2dYUVIghBKAsbcuqoahvI9ZF58LWNZspyKZV1RO7epZTlUmfKFp8/e2TymCHliVTWTf7hmVXBx97YXOl60rNdz7NdKQFkDE1pCRpqy7j60rVEVA+gc7fbNgCru25b/d0zPr2BL5RHEDMn1vVDbmpej9yaZhlyghkF0ITc+p0BIACgn+14VlM8G01knGDW9kzblWHblWHHk2GAjYsmD3r66P4xJxxQ9Yfnbzpu7fb4AEEgIUgQ0X/8zbrKUOqWy49bKSVz1vbw2T+8fryULCWDPcksOXfzPJZ1laFXB1VF1gMI7uzIDGyJZ+tNXeWwqXoRU+sMaMq7RDQHuTzHNgCXAmhArvVGg18o1+dQ4AvlEUqXh1mJnGjWAlgLYBVywnkycpH0IHKiGQCgAbABWACWWY4nNFU4gqgCgLqjI1OayDgR15Oq67HqSakxw2Nmz9CU5Oi60qVdx1ZXbOkYryokVSE8VSHWVEEA1hmqkoyYWqumikEAYgAyAFLINWtLISeMq+YsbHj68PyVfHxy+ELp8z/MnFhXjdwUvQL/naZHkfM2NQD34b8Ceh5ylY9UAErXDcjtU9+MXPCEu45xEgB3j5uHnADfjZwIZmZOrDsZOc+3A/+NVDfNWdjwP73CfXwOB75Q+vSImRPrVORSjyJzFjY07Pb4VOQi7Lum7CpyIikArJ6zsOGVrnEx5BquWcglyu+6zyLnLW7yhdCnUPGF0sfHx6cbjrw9bT4+Pj77iS+UPj4+Pt3gC6WPj49PN/hC6dMtRPQ9Iroi33b4+OQLXyh9fHx8ukHNtwE+fQciegq5FKDNzPwpIroJwApmfpyIbgSwAcBTAB7cfVz+LPbx6R18j9KnpwwG8DsAZwEYRETVAB7u+h0ATgXwJHK7fPYc5+PTp/GF0mevENGlRDRtt4dcAJ8G8ABye8RNZl4DoD8RRQF0MnMKgLPnuMNpt4/PocAXSp99EURuyyGQ8yanI+dBXobcTppdvIVcVaLZXb9fvY9xPj59Fn9njs9eIaIQgIeQazGxCbm92L9Hru+4AuDrzPw6EY1Cri1FPTMniOiUvY3Lwyn4+PQavlD6+Pj4dIM/9fbx8fHpBl8ofXx8fLrBF0ofHx+fbvCF0sfHx6cbfKH08fHx6QZfKH18fHy6wRdKHx8fn27whdLHx8enG3yh9PHx8ekGXyh9fHx8usEXSh8fH59u8IXSx8fHpxt8ofTx8fHpBl8ofXx8fLrBF0ofHx+fbvCF0sfHx6cbfKH08fHx6QZfKH18fHy6wRdKHx8fn274f4qXOleAbgikAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       startangle=90, \n",
    "       wedgeprops={\n",
    "           'linewidth': 2,\n",
    "           'linestyle': '--',\n",
    "           'edgecolor': 'black',\n",
    "           'alpha': 0.8,\n",
    "           'width': 0.5\n",
    "       });"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而通过参数`radius`，则可以实现所有扇区相对于原始大小的比例缩放（注意，即使整个饼图按照`radius`进行缩放，`wedgeprops`内的`width`参数也始终代表着对原始半径比例的映射）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:07:00.335602Z",
     "iopub.status.busy": "2020-11-16T10:07:00.334604Z",
     "iopub.status.idle": "2020-11-16T10:07:00.482247Z",
     "shell.execute_reply": "2020-11-16T10:07:00.482247Z",
     "shell.execute_reply.started": "2020-11-16T10:07:00.335602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       startangle=90, \n",
    "       wedgeprops={\n",
    "           'linewidth': 2,\n",
    "           'linestyle': '--',\n",
    "           'edgecolor': 'black',\n",
    "           'alpha': 0.8,\n",
    "           'width': 0.5\n",
    "       },\n",
    "       radius=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而每个扇区也可以类似前文的方式单独进行设置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:07:00.483207Z",
     "iopub.status.busy": "2020-11-16T10:07:00.483207Z",
     "iopub.status.idle": "2020-11-16T10:07:00.596902Z",
     "shell.execute_reply": "2020-11-16T10:07:00.596902Z",
     "shell.execute_reply.started": "2020-11-16T10:07:00.483207Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "wedges, _, _ = \\\n",
    "ax.pie(x=values, labels=labels, colors=Spectral_5.hex_colors,\n",
    "       explode=[0.1, 0, 0, 0, 0], shadow=True,\n",
    "       autopct=lambda x: f'{round(x)}%', pctdistance=0.8,\n",
    "       startangle=90, \n",
    "       wedgeprops={\n",
    "           'linewidth': 2,\n",
    "           'linestyle': '--',\n",
    "           'edgecolor': 'black',\n",
    "           'alpha': 0.8,\n",
    "           'width': 0.5\n",
    "       })\n",
    "\n",
    "wedges[0].set_hatch('-')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后测验：\n",
    "\n",
    "　　接下来的时间交给你们，在今天以及过往所学知识的基础上，请你揣测出下图可能的绘制方法，并基于下列的代码片段，尝试还原出下图：\n",
    "\n",
    "<center>\n",
    "    <img src=\"imgs/课后题目.png\" width=600></img>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-16T10:07:00.597900Z",
     "iopub.status.busy": "2020-11-16T10:07:00.597900Z",
     "iopub.status.idle": "2020-11-16T10:07:00.602887Z",
     "shell.execute_reply": "2020-11-16T10:07:00.601889Z",
     "shell.execute_reply.started": "2020-11-16T10:07:00.597900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from palettable.colorbrewer.sequential import Blues_3, RdPu_4, Greens_3, Oranges_3\n",
    "\n",
    "labels1 = ['中国', '美国', '日本', '俄罗斯']\n",
    "values1 = [200, 180, 150, 100]\n",
    "\n",
    "labels2 = ['北京', '上海', '广州', \n",
    "           '纽约', '旧金山', '华盛顿', '洛杉矶',\n",
    "           '东京', '大阪', '名古屋',\n",
    "           '莫斯科', '圣彼得堡', '伏尔加格勒']\n",
    "\n",
    "values2 = [80, 60, 60,\n",
    "           100, 40, 20, 20,\n",
    "           100, 40, 10,\n",
    "           60, 20, 20]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "'''补充你的代码'''\n",
    "ax.pie(x=values1, labels=labels1,\n",
    "       colors=[Blues_3.hex_colors[-1], RdPu_4.hex_colors[-1], Greens_3.hex_colors[-1], Oranges_3.hex_colors[-1]],\n",
    "       textprops={'fontsize': 20},\n",
    "       explode=[0.01]*len(values1),\n",
    "       wedgeprops={\n",
    "           'width': 0.3\n",
    "       })\n",
    "ax.pie(x=values2, labels=labels2,\n",
    "       colors=Blues_3.hex_colors+RdPu_4.hex_colors+Greens_3.hex_colors+Oranges_3.hex_colors,\n",
    "        labeldistance=0.66 , rotatelabels=True,\n",
    "       textprops={'fontsize':8},\n",
    "        explode=[0.01]*len(values2),\n",
    "       wedgeprops={\n",
    "           'width': 0.3\n",
    "       },radius=0.69)\n",
    "\n",
    "\n",
    "fig.set_facecolor('white')\n",
    "fig.savefig('课后题目.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 请在今天对应的帖子下回复你的代码和结果"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
